Reduce test design time — while keeping your QA team in control
Which part of test design actually collapses, which part shouldn't, and why the second half of that sentence is the harder engineering problem.
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What we've learned building QA that people actually trust
Practical writing on AI-assisted test design, suites that repair themselves, failures that explain themselves — and the awkward parts nobody puts in a product page.
Your test suite is red again. Nobody's looking.
It isn't one problem. It's four — and almost every tool on the market fixes one of them, then hands you the other three.
Read moreA screenshot is not a root cause
Why the artefact most test tools hand you at the moment of failure is the one piece of evidence that can't tell you what went wrong — and what replaces it.
Read moreTesting AI agents when the output changes every run
Assertion-based testing assumes a deterministic answer. LLM-backed features don't have one. What you can still hold them to — and how to keep the bar from drifting.
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